{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"terms_stats.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true,"machine_shape":"hm"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.3"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"colab_type":"text","id":"LTib8BEEPNo3"},"source":["# Difference in the occurrence of urban terms between the Sci-fi and random corpora\n","\n","#### Statistical significance of differences in occurrences per 100k words of urban terms between the two corpora\n"]},{"cell_type":"code","metadata":{"id":"Jdgb-LlK6ax6","colab_type":"code","colab":{}},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"B-Phrn72PNo_","colab":{}},"source":["import pandas as pd\n","import numpy as np\n","import seaborn as sns\n","import scipy.stats as scs\n","import matplotlib.pyplot as plt\n","\n","terms = pd.read_csv('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/termsdata.csv.gz')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"n9yN7yIIAGu_","colab":{}},"source":["terms[\"lem_word\"] = terms[\"lem_word\"].astype(str)\n","terms[\"decade\"] = (terms[\"year\"]//10)*10"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"Chmqa_iIt1be","colab":{}},"source":["#Code by Kristoffer L. Nielbo\n","chisquare = scs.chisquare\n","chi2 = scs.chi2\n","\n","def chi_square_test(x0, x1):\n","    # x0, x1 is my data as numpy arrays\n","    # sampling\n","    N = range(0, len(x0), 1)\n","    n = len(x1)\n","    chi2_dist = []\n","    p_dist = []\n","    for _ in range(100):\n","        idxs = np.random.choice(N, n, replace=True)\n","        x0_sample = [x0[idx] for idx in idxs]\n","        chi_2, p = chisquare(f_obs=x1, f_exp=x0_sample)\n","        chi2_dist.append(chi_2)\n","        p_dist.append(p)\n","    # critical value for X^2 distribution\n","    alpha = 0.05\n","    probability = 1 - alpha\n","    df = n - 1\n","    value = chi2.ppf(probability, df)\n","        \n","    return chi2_dist, p_dist, value"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"b4l4BzPmSG0M","colab":{}},"source":["import csv\n","\n","def creating_terms_list(csv_path):\n","\n","    with open(csv_path, 'r', encoding='utf-8') as csv_file:\n","        dict_csv = csv.DictReader(csv_file)\n","        list_terms = [row[\"term\"] for row in dict_csv]\n","\n","        return list_terms"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"786ZGdRzSTnn","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1587128613543,"user_tz":-120,"elapsed":1086,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"25aa472c-4334-499a-cb11-6debedb2cd11"},"source":["# Extract urban terms collected by hand\n","urbanterms = creating_terms_list(\"/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/urbanterms.csv\")\n","print(len(urbanterms))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["77\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"D68qapYXw_w_","colab":{}},"source":["urban = terms.loc[terms[\"lem_word\"].isin(urbanterms)]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"t9xZBDKGkQSV","colab":{}},"source":["urban_scifi = urban[urban[\"corpus\"] == \"scifi\"].copy()\n","urban_random = urban[urban[\"corpus\"] == \"random\"].copy()"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"Akuj43GssuF2"},"source":["## STATS 1 Occurrences of urban terms per 100k words in each book"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"efzMD9M2shsa","colab":{"base_uri":"https://localhost:8080/","height":142},"executionInfo":{"status":"ok","timestamp":1582909587292,"user_tz":-60,"elapsed":168480,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"cfcbdd24-20fe-4b6f-885a-5e6aed9e7d70"},"source":["#STATS 1: Mean number of urban terms per 100k of words in each book\n","urban.groupby([\"corpus\", \"htid\"], as_index=False)[\"occurs_100k\"].sum().groupby(\"corpus\").mean()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>occurs_100k</th>\n","    </tr>\n","    <tr>\n","      <th>corpus</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>random</th>\n","      <td>347.375329</td>\n","    </tr>\n","    <tr>\n","      <th>scifi</th>\n","      <td>307.226902</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        occurs_100k\n","corpus             \n","random   347.375329\n","scifi    307.226902"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"3QxJ9aNgs1K0","colab":{}},"source":["#STATS 1: Occurrences of urban terms per 100k of words in each book\n","g1sf = urban_scifi.groupby([\"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","g1ran = urban_random.groupby([\"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"6BKsoepIXV3z","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":352},"executionInfo":{"status":"ok","timestamp":1582909588758,"user_tz":-60,"elapsed":169924,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"dabad5b3-0400-4a59-ddc3-f79851449538"},"source":["print(scs.ttest_ind(g1sf, g1ran, equal_var=False))\n","\n","print(scs.mannwhitneyu(g1sf, g1ran))\n","\n","chi2_dist, p_dist, value = chi_square_test(g1ran, g1sf)\n","\n","# report\n","plt.hist(x=chi2_dist, bins=\"auto\", color=\"#0504aa\", alpha=0.7, rwidth=0.85)\n","plt.axvline(value) # decision boundary\n","plt.grid(axis=\"y\", alpha=0.75)\n","plt.xlabel(r\"$Value$\")\n","plt.ylabel(r\"$Frequency$\")\n","plt.title(r\"$\\chi^2$\")\n","print(\"votes for H1:{}, and votes for H0:{}\".format(np.sum(chi2_dist > value), len(chi2_dist)-np.sum(chi2_dist > value)))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Ttest_indResult(statistic=-2.902297073257811, pvalue=0.003948564008509866)\n","MannwhitneyuResult(statistic=2147693.5, pvalue=5.413426059379804e-06)\n","votes for H1:100, and votes for H0:0\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYIAAAEcCAYAAADKlrO6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"9XBDeUFMNx0X","colab_type":"code","colab":{}},"source":["g1 = urban.groupby([\"corpus\", \"htid\"], as_index=False)[\"occurs_100k\"].sum()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"r0Nbwr8JOTvv","colab":{"base_uri":"https://localhost:8080/","height":279},"executionInfo":{"status":"ok","timestamp":1587128725108,"user_tz":-120,"elapsed":1484,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"96ae2b00-64fa-4b4b-ddac-83942daecd2b"},"source":["sns.boxplot(x=\"corpus\", y= \"occurs_100k\", data=g1)\n","#sns.stripplot(x=\"corpus\", y=\"occurs_100k\", data=g1, size=2, alpha=.25)\n","plt.ylabel('Occurrences per 100k')\n","plt.ylim(0,850)\n","plt.grid(alpha=0.75)\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/occurs100k_distribution', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"vGXINwztTymI","colab_type":"text"},"source":["#### Occurrences of urban terms per 100k words in each book over time"]},{"cell_type":"code","metadata":{"id":"cL5C93TyRq6t","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":463},"executionInfo":{"status":"ok","timestamp":1582909590840,"user_tz":-60,"elapsed":171989,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"3407caec-b23d-4461-ec6d-778e1d5cc51c"},"source":["ga = urban_scifi.groupby([\"year\", \"htid\"], as_index=False).sum()\n","gb = urban_random.groupby([\"year\", \"htid\"], as_index=False).sum()\n","\n","# Regression plot using seaborn.\n","fig = plt.figure(figsize=(10,7))\n","sns.regplot(x=ga.year,y=ga.occurs_100k,color='tab:blue', scatter_kws={'s':2})\n","sns.regplot(x=gb.year,y=gb.occurs_100k,color='tab:orange', scatter_kws={'s':2})\n","\n","# Legend, title and labels.\n","plt.legend(labels=['Science Fiction','Random'])\n","plt.grid(alpha=0.75)\n","plt.xlim(1900,2010)\n","plt.ylim(0, 800)\n","plt.xlabel('Year')\n","plt.ylabel('Occurrences per 100k')\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/occurrences_overtime', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Occurrences per 100k')"]},"metadata":{"tags":[]},"execution_count":13},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmQAAAGtCAYAAAC4HmhdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWreVUiX7M2jQIJWNTz75pFVdjHDR2NhY0H1x3wWH5cuX579o20ql3viBLr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H6Cq3/n3Hl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hDu84aRXvROkv3ujn3SNKwzhM+rT1iT/h0rkwax9IhVfR+DcUAy1D3d0j7sFfjf6+Q1gs3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\nsENZAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"Yx4HwL1ZdJzy","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":312},"executionInfo":{"status":"ok","timestamp":1582909591797,"user_tz":-60,"elapsed":172930,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"e670c8ed-af2d-4c87-c994-94c45782b9a6"},"source":["cond = (urban_scifi[\"decade\"] >= 1900) & (urban_scifi[\"decade\"] <= 2011)\n","g = urban_scifi[cond].groupby([\"decade\", \"htid\"], as_index=False).sum()\n","\n","plt.grid(alpha=0.75)\n","sns.boxplot(x=\"decade\", y=\"occurs_100k\", data=g)\n","plt.ylim(0, 800)\n","plt.title(\"Scifi corpus\")\n","plt.xlabel('Decade')\n","plt.ylabel('Occurrences per 100k')\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/occurrences_decade_sf', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Occurrences per 100k')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEWCAYAAACJ0YulAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQHNEfLcSjbPasGvXrpodqWFWa/ocfRQRzwC3VKgtNsyNtFEaZrUoz012Di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8kTZtN1mE8\nF3ioyEaZ9aStrY2lK5fB9LzXhGTXSC7t+F2+1Tft7l/DzGpIniOFxSWP9wLf6+8VzmYDNn0curS+\nkKrjdt8mxCxPUvgBsCtdnYyk0ZImRMTOYptmZmaVluuKZuDwkueHAz8tpjlmZlZNeY4UxkdE52yn\npKmwh84gX7Ma1t7eTmzdxp5Ftx965X6Ijk2073mukLpteMqTFHZIOiMiHgKQdCbwh2KbZWZWWe3t\n7ezYspN//NXnCql/7ZYnmMjQ/z6dJyl8ELhNUjvZvEdH45vf2AjS3t4O27awb9EvigvS8Sztuw+e\n6quhoYHNYzsYe/GlhYTds+h2GmbUFVK3DU95Ll77raSTgRemopURsafYZpmZVVZDQwM72cP7X3FN\nIfX/468+x4SGoX/RXJ7rFK4CWiJiWXo+VdLbIqK4SVHMhpCGhgY6NonRFxd4P4VFv6BhejFDbc3K\nkWf00XvS/RAAiIhngPcU1yQzM6uWPElhdOkNdtJU2MXcZszMzKoqT0fzT4BbJX0jPX9vKjMzsxqT\nJyl8BFgA/GV6fg/wzcJaZGZmVZMnKYwDfpl+VqWb4ZiZWQ3qtU9B0hhJ15JNlX0jcBPwlKRrJQ39\ncVVmZla2vjqarwOmAcdFxJkRcQbQBEwBvnioiiXNlnSfpOWSHpX0gVQ+TdI9kh5Pv6emckn6iqRV\nkh6RdMbAd8/MzMrRV1K4mGw46rbOgojYSta3cFGOuvcCH4qIU4CXAVdJOgX4KHBvRJxINtneR9P6\nFwInpp8FwNfL3BczMxugvpJCRMRB192nKbQPvh7/4PXWdc6XlBLLCqARuJTsdBTp9+vT40uBmyJz\nPzBFkq/mMTOroL46mpdLemdE3FRaKOnPgcfKCSLpWOAlwAPAzIjovJvJemBmetwIPFWy2ZpU9rw7\nn0haQHYkQX19Pa2trTQ1NbG/voG2yYeV06zcTjrzJYyacDitra0HLWtqamJf/TTWTs1zyUf5Tm7e\nz+gJUw+K3dTUxKyGqeyfqF62HJg5ZwSHHT6tx7hHN07Nf/Ozfmh+CUwc33PsqbOmo4ImFYs5xzHt\nsMk9x22sZ9SoIwuJC7B/zhlMGz+hx9jTGmcxqpi3F/vnzmHq+MN6jFvXuJcxozYWExjYO+cUpowf\n02Psxsb9jBm1qpC4c+ecxPjxo3qMu7d+P+unrC4k7ovOPIkxE3qOu//oPayu21JIXICTmk9l1MSx\nPX6GdddXUrgK+KGkdwMPprJmsvsp/GnexkiaBPwb8MGI2FpyHRwREZIOedRRKiIWAgsBmpubY+7c\nubS0tLCn/Wne/MoZ5VSV2y0PPszYhpk93ru3paWFXWuX8dqXF/Mpedvi3YxvPO2g2C0tLXSsX0rT\n5GKSwpKHgrqjT+8x7poNj3DWUYWEBWDxwzDrqBf3GHtpx+/QsQXdeW3JOk6vO6nnuJvWMXp2gdNc\nLHmI06fX9xh72cYOxs46tsUGPfsAAA8tSURBVJC4e1qXcNqMuh7jLt+0gwmzzy4kLsDOJcs5ZfrE\nHmNv3LSHhtlvKSRu65JbmDF9bI9xd7bv4TWveGMhcW978FYmNPQcd8+abbxx3rxC4gLcuvhRxs46\nItf9x3tNChGxFpgn6Vzg1FR8Z0Tcm7chaZTSv5HNnfTDVPy0pPqIWJdOD21I5WuB2SWbz0plZmZW\nIXlmSf0Z8LNyK05TY3wLWBER/6dk0R3AZcDn0+/bS8rfJ+kWYB6wpeQ0k5mZVUCei9f66xXAO4Cl\nkjpPZH2MLBl8X9IVwBNA5zHinWSjmlYBO4HLywn25JZn+Owv78617tM7sgFVMycekbvupoaZh17R\nzGyYKywpRMQvyW7K05Pzelg/yPoxytbU1FTW+rtX7wBgbM4P+qaGmWXHsBrTUcZNdraku9dOnlRW\n/Xjq7Kpbu+XJ3Hde27TjaQCmT8z3ObJ2y5Oc2DD0P0eKPFKomDydJ6WuvvpqAK677roimlMxm56F\nH96Xr5++3M+pTc9C3dH9bFiNKfcLweqt2eiV48v5kJ9e7y8eVVbu67939W6A3DfOObGhaVj8jWsi\nKVTbmq3B9b/enWvdjTuyD/EZOYeSrtkanNB4cHm5b64tq7MPqrqjj8+1ft3R5ceoVSP1S8dI479z\nxklhgMr94NyTPpzHN+b7cD6hsecYfgOPHLF5E3sW3X7oFYHYmo1115GTc9eN79FsJZwUBsgfzpXT\n3t4O23YTtxc0KG3Tbtqfay+m7n4q+9TVtiwpHJ/3g35GnY8I7XmcFMyGMH/pGBme3Laezz3w7dzr\nP72zA4CZE/Il/ye3raeJfKMtnRRs2GhoaKCjYzu6tKArmm9fR0NdQyF1W3k2dzzJnYs+k2vdrVuy\nUUBHTs43Cmhzx5PMmD50jo76c6S2e3U2/cjYWfk+6Js4InccJwUzG1LK/ZDctjUb5DFjer5RQDOm\nD61RQOUeDUKxR4ROClaW9vZ2tm2F39xVXIxtm6F979A6t2+V41Nm1eWkYGY92tfRzs5FX8u17v4t\nmwAYNXl6WfUz/cR+tc2K46RgZWloaGD/mE2c9cfFxfjNXdBwlM/tV1P5F+xl5/WPnz4x/0bTTxxS\np3Es46RgZgfxKZyRq6Bbd5iZ2XDkpGBmZl2cFMzMrIv7FGrMDTfcQFtb20Hlq9OcS53nfks1NTX1\na6y0mdUeJ4URYvz48YNW17bN5V2nsDO7pxET8l18ybbNQIH3gDaz3jkp1Jiiv/H3Zwjh6u3ZUcqs\no/LNDMtRnrbbrFqcFKwsQ+2SfDMbXIV1NEv6tqQNkpaVlE2TdI+kx9Pvqalckr4iaZWkRySdUVS7\nzMysd0WOPvou8NpuZR8F7o2IE4F703OAC4ET088C4OsFtsvMzHpRWFKIiP8CNncrvhS4MT2+EXh9\nSflNkbkfmCLJdzE3M6uwSl+nMDMiOm+btR7onAC9EXiqZL01qczMzCqoah3NERGSotztJC0gO8VE\nfX09ra2tZcfevn07QL+2Hahqxq6WwdrnpqYmps6ajpgwGM06SMw5jmmHTR5wO0fi+8v7XFlFxq50\nUnhaUn1ErEunhzak8rXA7JL1ZqWyg0TEQmAhQHNzc8ydO7fsRkyaNAmA/mw7UNWMXS2Dtc8tLS0s\nXbkMpo/Lt8GWvdnvyTnf5pt2c/oLTxvwsN6R+P7yPldWkbErnRTuAC4DPp9+315S/j5JtwDzgC0l\np5nMgH5M57wluz7i+Lqc10fU+foIs8KSgqTvAWcD0yWtAT5Jlgy+L+kK4AngLWn1O4GLgFXATuDy\notplw5enczYrXmFJISLe1sui83pYN4CrimqLVYbnXTIb/nxFc0H8AXnAYM67NJT0528Mtft3ttpQ\n00lhKH4w1+oHJBQ/79JwUct/Y6t9NZ0UelOJf1p/QNY+/42tFtV0UvA/rZlZeXznNTMz6+KkYGZm\nXZwUzMysi5OCmZl1cVIwM7MuTgpmZtalpoekmpkN1FC8CLZITgpmZv1Qq1euOymYWW4j7VszjLyL\nYJ0UzGzAKvGteSQmpGpwUjCz3IbiB2ytnsaB6iRCJwUb9vwNcmTw3+uAIhOhk4LVLH+DfD4nwuGn\nGn8vJwUb9vxBd0AtJ0KrDCcFs2HIidCKMqSuaJb0WkkrJa2S9NFqt8fMbKQZMklB0mjgn4ALgVOA\nt0k6pbqtMjMbWYZMUgDOAlZFxOqI2A3cAlxa5TaZmY0oQ6lPoRF4quT5GmBe95UkLQAWpKfbJa3s\nZ7zpwKZ+bjtQ1Yrtfa79uNWM7X0ePrFf0NuCoZQUcomIhcDCgdYjaXFENA9Ck4ZNbO9z7cetZmzv\nc23EHkqnj9YCs0uez0plZmZWIUMpKfwWOFHScZLGAW8F7qhym8zMRpQhc/ooIvZKeh9wFzAa+HZE\nPFpgyAGfghqGsb3PtR+3mrG9zzUQWxFRRL1mZjYMDaXTR2ZmVmVOCmZm1qWmkoKkb0vaIGlZSdkc\nSb+WtFTSjyUdWbLsmjSlxkpJf1xSXtZ0G+XElVQn6T5J2yV9tVs9Z6b1V0n6iiQNcuzzJT2Yyh+U\ndG5/Y5cZ9yxJrelniaQ/Ldmm7KlNyv07p+XHpNf8w/2NXeY+HyvpDyX7fUPJNoW91mnZi9OyR9Py\n8f2J2499fnvJ/rZK2i9pbtH7LGmspBtT+QpJ15RsU+j7S9I4Sd9J5UsknV2yTbn7PFvZZ8Py9Lf7\nQCqfJukeSY+n31NTuVK9qyQ9IumMkrouS+s/LumyPPvdJSJq5gd4NXAGsKyk7LfAH6XH7wb+IT0+\nBVgCHAYcB7SRdXCPTo+PB8aldU4ZxLgTgVcCVwJf7VbPb4CXAQL+A7hwkPf5JUBDenwasLa/scuM\nOwEYkx7XAxvIBjmU/VqXG7tk+Q+A24APp+dF/52PLV1vIH/nMuOOAR4B5qTndcDoSry/um13OtBW\noX2eD9xS8l77fXr9C39/AVcB30mPjwIeBEb1c5/rgTPS4yOA35F9Tl0LfDSVfxT4Qnp8UapXKc4D\nqXwasDr9npoeTz3Ufne1I++Kw+Wn+z8jsIUDHeqzgeXp8TXANSXr3QW8PP3cVVL+vPUGGrdk+bso\nSQrpDfFYyfO3Ad8YzH3uto2AzWRJsV+x+xn3OOBpsg+vfr3W5cYGXg9cB3yKA0mh0L9z9/UG+ncu\nI+5FwL8OVtwB/J3/F/DZCu3z24Afp/dUHdmH6bRKvL/I5mt7R8l695JN2dPv17tkm9uB84GVQH3J\na7kyPf4G8LaS9Vem5c+L1X29Q/3U1OmjXjzKgTmU3syBC+R6mlajsY/ywYrbm8YUa6Bx88Z+I/BQ\nRDw3iLF7jStpnqRHgaXAlRGxl8F7rXuNLWkS8BHg093Wr8Tf+ThJD0v6T0mvKolb5Gt9EhCS7pL0\nkKS/HeS4fcUu9WfA9wY5dm9xfwDsANYBTwJfjIjNVOD9RXb08TpJYyQdB5yZlg1onyUdS3Zk/wAw\nMyLWpUXrgZnpcSGfYSMhKbwb+CtJD5Idku2u8biHjC3pVOALwHsrFTciHoiIU4GXAtd0nueuQOxP\nAV+KiO2DHO9QcdcBx0TES4C/AW5Wt36OguKOITs9+fb0+08lnTeIcfuKDWRfAICdEbGsp40LiHsW\nsA9oIDsS/ZCk4ysU+9tkH7qLgeuB/5fa0m/pi8y/AR+MiK2lyyL76l/odQRD5uK1okTEY8AFAJJO\nAv4kLeprWo0BT7fRR9zerE2xBhT3ULElzQJ+BLwzIjrv5zgosfPsc0SskLSd1KfBIE1t0kfsecCb\nJF0LTAH2S9pFdu63sL9zOgJ7Lj1+UFIb2bf4ol/rNcB/RcSmtOxOsvPj/zoYcQ8Ru9NbOXCUAMXv\n83zgJxGxB9gg6VdAM9m35ULfX+mI9390rifp/5GdvnqGfuyzpLFkCaElIn6Yip+WVB8R6yR19slB\n7/8/a4Gzu5X/PM9+knaqpn44+FzgUen3KOAm4N3p+ak8v6N5NVnH1Jj0+DgOdE6dOlhxS5a/i0N3\nNF80yPs8Je3PG3qoo+zYZcQ9jgMdzS8A2slmeOzXa92f1zst+xQH+hQK/TsDMzjQwXs82T/qtAq8\n1lOBh0id+8BPgT+pxPurpGwtcHwF318f4UBn70RgOfDiSry/0us8MT0+nywh92uf03o3Add3K7+O\n53c0X5se/wnP72j+TSqfBvx3ei9MTY+n5dnviBrraCb7drIO2EP2jekK4ANkmft3wOdJnUVp/Y+T\njU5YScnIALLOut+lZR8vIO7vyTp5t6f1T0nlzcCyFPerpdsMRmzgE2TnXltLfo7qT+wy476D7Jxs\nK9kH1uv7+1r35/Uu2e5TpKRQ9N+ZrM+mdJ8vKamnsNc6rf/nKfYy0gdIJd5faf2zgft7qKfI99ck\nspFlj5IlhKsr9f4iSx4rgRVkCfgFA9jnV5KdGnqEA/+fF5F1nt8LPJ5idH65EFlHdxtZX11zSV3v\nBlaln8vz7Hfnj6e5MDOzLiOho9nMzHJyUjAzsy5OCmZm1sVJwczMujgpmJlZFycFsxKS9qUZPh9N\ns15+SFKh/yfpYj6zIaHmr2g2K9MfIqJzuuejgJuBI4FPVrVVZhXiIwWzXkTEBmAB8L40d/1oSddJ\n+m2av75r7ihJHymZU//zqew9ad0lkv5N0oRUflzJ3PyfKY0p6eqS+rtP4mdWOCcFsz5EROf0J0eR\nXdm6JSJeSjax33vSB/yFZDNozouIOWTz3wP8MCJemspWpO0Bvgx8PSJOJ7tyFgBJFwAnkk3wNhc4\nU9KrC99JsxJOCmb5XQC8U1Ir2ZTGdWQf4q8hm3tnJ0Bk0zYDnCbpF5KWks1aemoqfwUHJoz7l271\nXwA8TDY1xsmpfrOKcZ+CWR/SFMz7yGamFPD+iLir2zp/3NO2wHfJ5nlaIuldPH/myp7mlxHwuYj4\nxgCbbdZvPlIw64WkGcANZLPZBtnd+f4yTW+MpJMkTQTuAS4v6TOYlqo4AliX1n97SdW/Iptemm7l\ndwHvTvPpI6kxdXabVYyPFMye7/B0emgssJfs9M7/Scu+STYr5kOSBGwkOxL4ibIb1C+WtBu4E/gY\n8D/JTjNtTL+PSPV8gOymOx8hu+UiABFxt6QXAb/Oqmc72YynnfPnmxXOs6SamVkXnz4yM7MuTgpm\nZtbFScHMzLo4KZiZWRcnBTMz6+KkYGZmXZwUzMysy/8P0snKdIbtUzgAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"twaRvo1AoYBW","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":312},"executionInfo":{"status":"ok","timestamp":1582909591799,"user_tz":-60,"elapsed":172917,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"d1bebcec-a682-4c84-e914-2033ddd95e90"},"source":["cond2 = (urban_random[\"decade\"] >= 1900) & (urban_random[\"decade\"] <= 2011)\n","g = urban_random[cond2].groupby([\"decade\", \"htid\"], as_index=False).sum()\n","\n","plt.grid(alpha=0.75)\n","sns.boxplot(x=\"decade\", y=\"occurs_100k\", data=g)\n","plt.title(\"Random corpus\")\n","plt.ylim(0, 1000)\n","plt.xlabel('Decade')\n","plt.ylabel('Occurrences per 100k')\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/occurrences_decade_ran', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Occurrences per 100k')"]},"metadata":{"tags":[]},"execution_count":15},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYsAAAEWCAYAAACXGLsWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnDUL8Gpzffv2jbwWZ6LTq1cv6urqIv8yEPZeGhYs0hTThjxxfnDGNWw3zu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OxIDWLvSLS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\nGJOVBQtjjDFZWbAwxhiT1f8Htoa98wQyD7YAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"IOmCrzQlXI4L","colab":{"base_uri":"https://localhost:8080/","height":300},"executionInfo":{"status":"ok","timestamp":1582909591800,"user_tz":-60,"elapsed":172894,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"0db250b1-8748-4248-cad3-9b0fb860f114"},"source":["#Occurrences per 100k words of urban terms per book per year\n","ga = urban_scifi.groupby([\"year\", \"htid\"], as_index=False).sum().groupby(\"year\").mean().loc[1900:2011].occurs_100k\n","gb = urban_random.groupby([\"year\", \"htid\"], as_index=False).sum().groupby(\"year\").mean().loc[1900:2011].occurs_100k\n","\n","#spike up to 1.4k/100k around the beginning of the 60s\n","\n","ax = ga.plot(color='tab:blue')\n","gb.plot(ax=ax, color='tab:orange')\n","plt.legend(labels=['Science Fiction','Random'])\n","plt.grid(alpha=0.75)\n","plt.ylim(0,800);\n","plt.xlabel(\"Year\")\n","plt.ylabel(\"Mean occurrences per 100k\")\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/occurrences_year', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Mean occurrences per 100k')"]},"metadata":{"tags":[]},"execution_count":16},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngOjvNftWLkdzRc33hLa1wpstzJgxg8Yj6wc1lg0bNuDz+dSCyw0O56COlw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HsaM7FpzCh\nyjv0juYM8pEqiFdYUjCuu7mzt6DnsZEFBil4s1sKeSEFVDnrk4EuACnlFmBsbiMdJYiG4DenwKpH\nBn2o217dxOf/9z1zua/ktUqvC4+zuEpdtOp6edha48cafeT0jDr5KJKDfGTMmCfWlA6LfJScowBG\nQbzCntuwGPd12pbCsCHsB7cPXHqJ/UH4FHIhhZDecAcAIYQLOLxi3EI9EO0F/6FBH2p7S4BdbQHT\npA/14WhWpS48HCoiUjCkkRRSsEYfjTJLwfiespFC0LQUSofc0ZxJLx6KgnimT6HDthSGDWE/eMqy\ndj7Mp6XwNyHEzUCpEOJs4I/A8/0Z74iH4cSJDv5H3+YPEdEk3SE1uwpHY3ic2RNKiq1Xs2G1hDXL\nDTJFPiqe8eYDEU3dWIPZ5COLpeAPa1n9D/mGIoVUS2FI5CPT0WxbCsOGSEBZCmbtsdRJZDjDbyQZ\nuZDCd4FDqH7N/4xqm5mxWN6ohBEDHBk8KRiZrm0WCaYv9q4vLymqngrGNZgloqVMjD5yjr7oo0gO\nlkJvRMPtFIytUCZ8R2DorKWMeQpDEJJqfCYHuoIjo5/4aETYD55ycOlh6xnko77qHkFu0Ucx4GHg\nx8APgYdljvaoEGKHEGKtEKJJCPGhvq5WCPGqEGKL/lyjrxdCiDuEEFuFEGuEEItzOceQwLAU8uBo\nNvR448Ya1vqOCKgvL55SF7GYNJ2opnxkEIAZfTSKHc19+BS8bie1ZWq21uofuu8sGEkffeQYgiY7\nhnwUk3CwiCYvowmHukN8+48f4Q9lmGyFe3T5KHPnw1BU67OXAuQWffQZ4BPgDuBOYKsQ4vw+jxzH\nGVLKRiml0av5u8DrUsqZwOv6MsD5wEz98TXgnn6co7AwLIRBykfBiEaP/qVadfm+nD/15SW0+oe+\nRn86dAUjRPVxmKRgzEoS8hRGFymEzZDUWMbvIRjRKHU7qfGpz6HdP9SWQnr5qNCk0BvWcDmU/GlH\nIBUG729r5amVe1i5M0OV3nAAPD6LT6GAlgLwC9SN/XQp5WnAGcAvc3hfJlyMsjzQny+xrH9EKrwP\nVAshxg/iPPlDnuQja5G0Nn0WmYvzp768BC0m6egd/hut1bdh3CjNWYnDWhBvdPoUgIyd1XojGj6P\nkzo94XAoI5AyhaQ6hSBWYEUnEI4ytc4H2LkKhUKXXkJke4s//Q6GfGSQQpry2bk6mnPJaO6WUm61\nLG8DunN4H6gopVeEEBL4XynlvUCDlLJZ374faNBfTwSsbT736OuaLesQQnwNZUnQ0NBAU1NTjkMZ\nOKr2fsx0oKvtINsGcb6tbfGbxMdbd9LkbuNgSxuxSDTrdfhbFSm98+FHTKly09raOiTXnQ4fH4z/\n2DZu3kqFfy+uUDvzgd3NB2htamJat58Sfw+b8jjG4bxmgG074n/GFaubqCxJnZXvP9QGWpS92zYD\nsGbTNqbIgwM+Z3+uORAK04LucBwAACAASURBVN3RlrK/368KpRXys+v0B5lR4+YTYOWGT5g8iGuG\n4f+uhwN9XfOmbeqWu2LjDhb6OlK2z+lpx++ZwP7NnzAX2Ll9K+1a4vF6wxG62vv+bHMhhQ+FEH8F\n/oC6yV8OrBBCXAogpfxTlveeIqXcK4QYC7yaXHFVSil1wsgZOrHcCzB37lzZ2NjYn7cPEOthBVSW\nuhnM+do3HUT57KGkso7Gxrn4mlZQGQtmPW6gogXeW079xOk0HllPU1PToMYxGDSvbQZUT4FJU6bR\nuGA8dO6FF2Hy1COY3NgIW8ZAuDmvYxzOawZY07sD1bYcZsyey8Tq0pR9PCuXU+OMcsqSxYhn/4qv\nZiyNjbMGfM7+XHP06WYmjW+gsXFOwvrKD94nGosV9LOLPvcKsyY3sO7QHvDV0tg4b1DHG+7vejjQ\n1zW/vH8j0EU3voT9AuEoNz29ll/JMLUNk6idvxBehakTxzM16XjRp5qZOH4cjY1HZR1LLvKRFzgA\nnAacjrqrlQIXAhdke6OUcq/+fBB4BlgCHDBkIf3ZmFbsBSZb3j5JXzf8MLIFrX1QBwDDyex0CIuj\nuW+Tbqxe6qIYchVa/GnkI8N/MJr7KVgko0xZzb1h5VNwOgTVpe4hy2qWUmbNUyh88pqSzcZXl7Lf\nDkstCLp06XhHa6J8tHJnO89/tI9YSp5C4m9PSpm/gnhSyq/kOnArhBBlgENK2a2/Pgf4EfAccBVw\nq/78rP6W54BvCCGeAI4HOi0y0/DCIINBRh8Z5S2m1vlMR3MoB+dPvFLq8Ov01qQsU1s3CGAUF8Sz\n+hQy5R/0RjSqfYoYa8o8Q1b/KKJJpEzfe1cICpqnoMXUzabU42R8ldd2NBcI3UH1f9rdFkgIY9/Y\n3I0ghlvrVaTgSk8KfZXotyIX+WigaACe0ZOyXMBjUsqXhBArgD8IIb4K7AQ+r+//V+DTwFYgAAyI\njAoCw9E8yOijVn8Yr9vBpBpfQvRRZak76/uqSt24naIowlKtYZbhFFIwLIXRWxAPMoel9kbipSbq\nhpAUjN7Qw5HRbJS48HmcTKgqZeP+XN2NNvoDw9Eck7C7PcCMMeUAbGjuohT9d5bFUsjUwzsdCkYK\nUsptwMI061uBpWnWS1SdpeJDJD/RRy09IerKSqgr87DtkHIA5hImJoSgrqw4Ethae8J63kQ4NSTV\njD4aAf0U9q2Ghy6Ar38AVRP73D2BFPqQjwBqfB52tQ1ObswVmVpxgp7RXEBSMD6LUo+L8dVeWnpC\nOSVk2ugfunojlJe46AlF2dHij5PC/m586PcFty9jmYu+OjxaYX9zuSBP8lGbP0xduYdayywyUyZq\nMuoriqP+Uas/xPgq5WQd0fLRgY9Vwk/Lppx2D+doKZR6FCnUlnmGrE9zyLQU0uUpUNCQVOOz8LmV\npSClymy2kV90BaMsmFgFxMNSI1qMrQe78Qn98/aUg8MJwpESktpX4U0rckle+6YQolLPOL5fCLFK\nCHFOv65opMPMUxi8o7muTJFCQK+Nk4ujGfRSF8VACj1hxlWpMg7xjOZ08lGRWwq9ehJQ94Gcdjc6\nr0EWn0I4kRTa/eGCF6MDizSQNqO5sMlrRjazcjSr38U+uzBe3tHVG2FqnY+qUrdJCtsO+YloMm4p\neMrUs7Mk1adgWgr5qX10jZSyC+UorgG+hHISHz4wyEBqg7rZtfaEqCsvobZMzahb/eGcswxV/aPh\n1+lb/WHGVpTgdIh4QTwzo1knhZFQEC/Qpp579ue0e1/yUSymIoAM+ai2zEM0JukK5tdi6uyNcP3j\nqxMim+Ly0dBnNAdM+chpWpB2Ybz8oysYobLUzfT6MpMUNu7vAmBWjV5M06MSCNPJt331bbEiF1Iw\nynd+GvidlPJjy7rDA1YLYYB+BSklLRb5CKDdIIUcLYVWf2hIZp6ZoMUk7YEwdeUleJyONI5mSz8F\nJMSGrkpov9FrkEJuiVYRLR7Ol04+MtZZfQpA3sNS1+3t5PmP9tG0O57AZMpH6TqvFTgktde0FFyM\n1y3IfXYEUl4RjsYIRmJUel1Mry9jh04K65u7cDsFC8fqrmGP8jOkqygQyhKMkIxcSGGlEOIVFCm8\nLISoAA6vUojhwZNCTyhKOBqjXnc0g8VSyIkUPEQ0SecwlrpoD4SRUkXWeFzpSMEiH1nXFyMMS6E7\nN0shrMWjxLKSgiEfFajUhfHn7rEURssWWSIEBa2ZZY0+KitxUel10WyXusgruvXII8NS2NcZpDes\nsbG5myPHVlBfor6DmEtPqHR6Ukpn98dSyCX66KtAI7BNShkQQtRRTOGiQ4GIJWFkgGGphmO5tixu\nKbT5Q4S13BJKxhRBr2Yj+a6uXCcFLUP0kfEci6ByH4sQhk+hJ0efgiapKHFxqDuUtqeCGYVjyEe6\npZDvZjtGC1Rrf+xQFr240PKRQYZGKO6E6lI7VyHPMCTISq+bav13tbPNz8b9XZx8ZD3VQpFGjyyh\nElSuQtKELNtvJBm5WAoSmAvcoC+XUbT/9ALBah0MMAKpxXJDrSuL912OaDJn+Qjg0DD6FYwchboy\nJR9ljD7KUr63aGD6FBJJIRjR+Ncnm1JubBHdoit1O9NaCsFkS6GsMJaCcZ6ekJaybjgymq2OZoDx\nVV67KF6eYWQzV3hdHFGvnMmrdnZwoCvEnHGVVDnVb6w9YpFvMzia8+VTuBs4EfiCvtwN3JXD+0YP\nwoF4Q+wBRiAZ2cz15SVUeF04HYL9euhef0ghnaXQHYzwjcdWmY6nQsFqKZRY5aPk6CPHCJCPDJ9C\nUvTR1oM9PLN6Lx9sb0tYH9FiuJ0OSj3pSSGQbCmUFcanYBCxP4185E3jUyh0RnMKKdiWQt7RZZGP\npumk8OI6VezhqPEVVDjUPaEtavQz8UA0vU8hX6Wzj5dSfh0IAkgp2wFPDu8bPYj4wVenXkcHNgsy\nYtbryj04HIIan8esE5Nb9JH6yNORws9f3sQLa5p5Z0vLgMaWKwxiS/UpJEUfGRZDsfZUkFJZCg4X\nhLvjta2I/3mSy2OHtRhup1CWQjjVpZbsaPZ5nHhcjrxnNRtWgd8qH5mWQnr5qJDBCb36OAwLaUKV\nl/ZAJGOCn43+o6s3Lh+Vl7gYU1HCe5+0AnDUuErKhfpftgatTa4yZDTno8kOEBFCOFEyEkKIMRxu\njuZIb5wUBuhoNm6oxgyyrsxjWgq5+BRqfB6cjtRSF6t2tfPI+zsBCu6EbvOHcQio9iX7FEaYfBQJ\nKEdc3ZFq2eJsNjT7cDIpRJWl4HU70uYpmNq6fnMUQlDry3+pC2N86SyFTP0UCpnRHAhrOB3CnNjE\nw1JtayFfiFsK6qY/va6MaExSX+5hTEUJpSJEr/TQFtR/l1nyFPJlKdyBqnA6VgjxE+Ad4L9yu5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L4+d2zr3Ilf/DpCw/rn0++z8u+qZMvNcWHItHP8vKvR80T/Gs/QNLP4yXPMSfHsLfO5++Jd3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\nFC+lcxSAw6okKZIpybd/c5are5rYWKKaqM7x52b9FPcU9HTUNVoF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Gbhe0oV5jf1WYKCT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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"LQis3JbxWg3Z","colab_type":"text"},"source":["## STATS 3 Occurrences per 100k words of an urban term in a novel"]},{"cell_type":"code","metadata":{"id":"Bg21hJZDWtGI","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":142},"executionInfo":{"status":"ok","timestamp":1582909591801,"user_tz":-60,"elapsed":172870,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"20d466dc-4255-4a8b-b53a-5c5d0dcd2f56"},"source":["#STATS 3: Mean occurrences per 100k of words of a term in a novel for both corpora\n","urban.groupby([\"corpus\", \"lem_word\", \"htid\"], as_index=False)[\"occurs_100k\"].sum().groupby(\"corpus\").mean()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>occurs_100k</th>\n","    </tr>\n","    <tr>\n","      <th>corpus</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>random</th>\n","      <td>29.835131</td>\n","    </tr>\n","    <tr>\n","      <th>scifi</th>\n","      <td>25.171141</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        occurs_100k\n","corpus             \n","random    29.835131\n","scifi     25.171141"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"RNYeMLgdXSiW","colab":{"base_uri":"https://localhost:8080/","height":352},"executionInfo":{"status":"ok","timestamp":1582909597373,"user_tz":-60,"elapsed":178429,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"2fea877c-12f0-4000-ede4-bb2cf7441580"},"source":["#STATS 2: Occurrences per 100k of words of a term in a novel in the corpora\n","g3sf = urban_scifi.groupby([\"lem_word\", \"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","g3ran = urban_random.groupby([\"lem_word\", \"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","\n","print(scs.ttest_ind(g3sf, g3ran, equal_var=False))\n","print(scs.mannwhitneyu(g3sf, g3ran))\n","chi2_dist2, p_dist2, value2 = chi_square_test(g3ran, g3sf)\n","\n","# report\n","plt.hist(x=chi2_dist2, bins=\"auto\", color=\"#0504aa\", alpha=0.7, rwidth=0.85)\n","plt.axvline(value2) # decision boundary\n","plt.grid(axis=\"y\", alpha=0.75)\n","plt.xlabel(r\"$Value$\")\n","plt.ylabel(r\"$Frequency$\")\n","plt.title(r\"$\\chi^2$\")\n","print(\"votes for H1:{}, and votes for H0:{}\".format(np.sum(chi2_dist2 > value2), len(chi2_dist2)-np.sum(chi2_dist2 > value2)))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Ttest_indResult(statistic=-6.293870292211704, pvalue=3.4153626148496816e-10)\n","MannwhitneyuResult(statistic=322009343.0, pvalue=5.189044264221611e-25)\n","votes for H1:100, and votes for H0:0\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZEAAAEcCAYAAAAGD4lRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAz6HkwwZ+DXFAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"gfQ9kjO5PNqD"},"source":["## STATS 4 Chi square test on each exact term's occurrences for each novel in the two corpora"]},{"cell_type":"markdown","metadata":{"id":"lEfMx_VC4tpF","colab_type":"text"},"source":["### Extraction of occurrences per 100k words per each term in the corpora"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"pUPW07DrPNqv","colab":{}},"source":["def extended_chisquare(dict1, dict2):\n","    \n","    votes = dict()\n","    votes[\"term\"] = []\n","    votes[\"H0\"] = []\n","    votes[\"H1\"] = []\n","    votes[\"chi2\"] = []\n","    votes[\"p\"] = []\n","    votes[\"diff\"] = []\n","    votes[\"occ_100k_ran\"] = []\n","    votes[\"occ_100k_sf\"] = []\n","    for term in dict1.keys():\n","        votes[\"term\"].append(term)\n","        votes[\"occ_100k_ran\"].append(np.mean(dict1[term]))\n","        votes[\"occ_100k_sf\"].append(np.mean(dict2[term]))\n","\n","        if len(dict1[term]) > len(dict2[term]):\n","            chi2_dist, p_dist, value = chi_square_test(dict1[term], dict2[term])\n","        else:    \n","            chi2_dist, p_dist, value = chi_square_test(dict2[term], dict1[term])\n","\n","        votes[\"chi2\"].append(np.average(chi2_dist))\n","        votes[\"p\"].append(np.average(p_dist))\n","        votes[\"H1\"].append(np.sum(chi2_dist > value))\n","        votes[\"H0\"].append(len(chi2_dist)-np.sum(chi2_dist > value))\n","        differences = [i - value for i in chi2_dist]\n","        votes[\"diff\"].append(np.mean(differences))\n","\n","    return votes"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"alXQ0Fg1PNqU","colab":{}},"source":["#Creation of dictionary containing terms as keys and lists of occurs_100k values per each book as values\n","def dict_creation(termsdata, terms_list):\n","    \n","    terms_dict = dict()\n","    for term in terms_list:\n","        t = termsdata[termsdata[\"lem_word\"] == term].groupby(\"htid\", as_index=False)[\"occurs_100k\"].sum().dropna()\n","        terms_100k_list = t[\"occurs_100k\"].tolist()\n","        terms_dict[term] = terms_100k_list\n","    \n","    return terms_dict"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"1OcjE6UD8k8f","colab":{}},"source":["scifi = terms[terms[\"corpus\"] == \"scifi\"]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"XWSMPhn_yGSn","colab":{}},"source":["random = terms[terms[\"corpus\"] == \"random\"].set_index(\"htid\")\n","n_keep = 1655\n","keep_idx = np.random.choice(random.index, n_keep, replace=False)\n","random = random.loc[keep_idx]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"M_HzPj5APNqF","colab":{}},"source":["#Create list of individual terms for each corpus\n","terms_scifi = scifi[\"lem_word\"].unique()\n","terms_random = random[\"lem_word\"].unique()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"jviaNDKqPNqO","colab":{}},"source":["#Intersection of the two lists = locations in common\n","terms = np.intersect1d(terms_scifi, terms_random, assume_unique=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"R6jdJ5G6PNqa","colab":{}},"source":["%%time\n","terms_100k_scifi = dict_creation(scifi, terms)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"tensKaPMPNqk","colab":{}},"source":["%%time\n","terms_100k_random = dict_creation(random, terms)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"3JE207XBPNq1","colab":{}},"source":["%%time\n","terms_chi2_dict = extended_chisquare(terms_100k_random, terms_100k_scifi)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"kvWQLhwIPNq9","colab":{}},"source":["#terms_chi2 = pd.DataFrame(data=terms_chi2_dict)\n","#terms_chi2.to_csv(\"/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/terms_chi2A.csv.gz\", index=False)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"V6lQq4zk4trO","colab_type":"text"},"source":["### Comparison between general and urban terms in chi2 values"]},{"cell_type":"code","metadata":{"id":"ahrbQ-JX4trQ","colab_type":"code","colab":{}},"source":["terms_chi2 = pd.read_csv(\"/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/terms_chi2.csv.gz\")"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"GQT7fCPW4tro","colab_type":"code","colab":{}},"source":["#create dataframe only for urban terms where they are sorted on the basis of the magnitute of difference between chi2 and value\n","urban_chi2 = terms_chi2.loc[terms_chi2[\"term\"].isin(urbanterms)].sort_values(\"diff\", ascending=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"LhtAY59E4tsX","colab_type":"code","colab":{}},"source":["comparing = dict()\n","for row in urban_chi2.itertuples():\n","    term = row[1]\n","    H1 = row[3]\n","    diff = row[6]\n","    occ_100k_sf = row[8]\n","    occ_100k_ran = row[7]\n","    onepercent =  occ_100k_sf / 100\n","    cond = (terms_chi2[\"occ_100k_sf\"] > (occ_100k_sf - onepercent)) & (terms_chi2[\"occ_100k_sf\"] < (occ_100k_sf + onepercent)) & (terms_chi2[\"term\"] != term)\n","    similar = terms_chi2[cond]\n","    max_diff = similar[\"diff\"].max()\n","    mean_diff = similar[\"diff\"].mean()\n","\n","    comparing[term] = [occ_100k_sf, occ_100k_ran, H1, diff, max_diff, mean_diff]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"1-G9IkU54tsh","colab_type":"code","colab":{}},"source":["comparison = pd.DataFrame.from_dict(comparing, orient='index', columns=[\"occ_100k_sf\", \"occ_100k_ran\", \"H1\", \"diff\", \"max_diff\", \"mean_diff\"])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Nlz9Qp8QTirE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":463},"executionInfo":{"status":"ok","timestamp":1582909657858,"user_tz":-60,"elapsed":4000,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"e061abda-bcc2-41c1-f233-cfc9b9778494"},"source":["# TERMS THAT ARE HIGHLY STATISTICALLY DIFFERENT\n","top = comparison[0:5].index\n","top_terms = terms.loc[terms[\"lem_word\"].isin(top) == True].groupby([\"corpus\", \"lem_word\", \"htid\"], as_index=False).sum()\n","\n","fig = plt.figure(figsize=(10,7))\n","plt.grid(alpha=0.75)\n","g = sns.boxplot(x=\"lem_word\", y=\"occurs_100k\", hue=\"corpus\", data=top_terms)\n","plt.ylim(0, 200)\n","plt.xlabel('Terms')\n","plt.ylabel('Occurrences per 100k')\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/top_terms', dpi=500)\n","#metropolitan: 600\n","#suburb: 800"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Occurrences per 100k')"]},"metadata":{"tags":[]},"execution_count":24},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmQAAAGtCAYAAAC4HmhdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnHXr1jFjxgwuv/xy7rrrrrBDEpEiE+RXvluBm4Dq9g3u3tHr1cyuB17rtP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+pfz6wDjgF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\nAzJJkqSBXQeE+pBbiRnC+gAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"kHYAu35CTl3S","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":463},"executionInfo":{"status":"ok","timestamp":1582909665049,"user_tz":-60,"elapsed":4267,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"a2b0ff97-bb25-425b-ce39-b7c7511b754e"},"source":["#TERMS THAT ARE AVERAGELY STATISTICALLY DIFFERENT\n","cond = (comparison[\"diff\"] < comparison[\"max_diff\"]) & (comparison[\"diff\"] > comparison[\"median_diff\"])\n","middle = comparison[cond][8:13].index\n","middle_terms = terms.loc[terms[\"lem_word\"].isin(middle) == True].groupby([\"corpus\", \"lem_word\", \"htid\"], as_index=False).sum()\n","\n","fig = plt.figure(figsize=(10,7))\n","plt.grid(alpha=0.75)\n","g = sns.boxplot(x=\"lem_word\", y=\"occurs_100k\", hue=\"corpus\", data=middle_terms)\n","#(g.set_xticklabels(labels=six_words, rotation=40, ha=\"right\", fontsize=10))\n","plt.ylim(0, 700)\n","plt.xlabel('Terms')\n","plt.ylabel('Occurrences per 100k')\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/middle_terms', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Occurrences per 100k')"]},"metadata":{"tags":[]},"execution_count":25},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmQAAAGtCAYAAAC4HmhdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntbS00EoGBCjIAAB509jYqObmZklSc3OzGhoaIs4IKAwUZACAvKmqqlJFRX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Jg/UskvRUs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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"j4Wp7sSATlPE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":463},"executionInfo":{"status":"ok","timestamp":1582909672741,"user_tz":-60,"elapsed":4065,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"2de0fd3b-d984-450b-87e2-a9ee0cad3645"},"source":["# TERMS THAT ARE BELOW AVERAGE FOR STATISTICAL DIFFERENCE\n","bottom = comparison[comparison[\"diff\"] < comparison[\"max_diff\"]][-5:].index\n","bottom_terms = terms.loc[terms[\"lem_word\"].isin(bottom) == True].groupby([\"corpus\", \"lem_word\", \"htid\"], as_index=False).sum()\n","\n","fig = plt.figure(figsize=(10,7))\n","plt.grid(alpha=0.75)\n","g = sns.boxplot(x=\"lem_word\", y=\"occurs_100k\", hue=\"corpus\", data=bottom_terms)\n","#(g.set_xticklabels(labels=six_words, rotation=40, ha=\"right\", fontsize=10))\n","plt.ylim(0, 700)\n","plt.xlabel('Terms')\n","plt.ylabel('Occurrences per 100k')\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/bottom_terms', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Occurrences per 100k')"]},"metadata":{"tags":[]},"execution_count":26},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmQAAAGtCAYAAAC4HmhdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSRUrNSGLiKURsSgiFkTEvKJu+4iYFRH3Fn+3K+ojIi6MiCURsTAi9i8zNk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TmbsCcogxw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\nmSRJUsX+f5+ticsksbRvAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"elfL2LiKMQZB","colab_type":"text"},"source":["# Top books in occurrence of urban terms"]},{"cell_type":"markdown","metadata":{"id":"ycUjHY-_8OIr","colab_type":"text"},"source":["## Scifi books with greatest occurrence of urban terms"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"gXJWGHQy3Cp0","colab":{}},"source":["metadata = pd.read_csv(\"/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/scifi_metadata_htids.csv\")\n","metadata[\"decade\"] = (metadata[\"date\"]//10)*10"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"p1N2vvRm4dcQ","colab_type":"code","colab":{}},"source":["titles = metadata[[\"htid\", \"title\", \"decade\"]]"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"7Qgr76IQLAhL","colab_type":"text"},"source":["### Books with highest number of occurrences per 100k words"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"uIRj_-5L3pxn","colab":{}},"source":["top_htids1 = urban_scifi.groupby([\"decade\", \"year\", \"htid\"], as_index=False).sum().sort_values(\"occurs_100k\", ascending=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"5g9lAVNckUyp","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":754},"executionInfo":{"status":"ok","timestamp":1580734836627,"user_tz":-60,"elapsed":882,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"457f91f0-da8b-4555-c52d-f9de8044a582"},"source":["top_books1 = pd.merge(left=titles, right=top_htids1, on=\"htid\").sort_values(\"occurs_100k\", ascending=False)[:20]\n","top_books1"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>htid</th>\n","      <th>title</th>\n","      <th>decade</th>\n","      <th>year</th>\n","      <th>count</th>\n","      <th>occurs_100k</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>296</th>\n","      <td>uc1.b3607433</td>\n","      <td>Metropolitan</td>\n","      <td>1960</td>\n","      <td>1965</td>\n","      <td>1157</td>\n","      <td>2792.75</td>\n","    </tr>\n","    <tr>\n","      <th>179</th>\n","      <td>mdp.39015056811675</td>\n","      <td>Inverted World</td>\n","      <td>1970</td>\n","      <td>1974</td>\n","      <td>839</td>\n","      <td>1850.14</td>\n","    </tr>\n","    <tr>\n","      <th>124</th>\n","      <td>mdp.39015016450234</td>\n","      <td>The Squares of the City</td>\n","      <td>1960</td>\n","      <td>1965</td>\n","      <td>733</td>\n","      <td>1243.65</td>\n","    </tr>\n","    <tr>\n","      <th>61</th>\n","      <td>mdp.39015056438271</td>\n","      <td>The shadow girl</td>\n","      <td>1960</td>\n","      <td>1962</td>\n","      <td>260</td>\n","      <td>1108.66</td>\n","    </tr>\n","    <tr>\n","      <th>185</th>\n","      <td>mdp.39015062115814</td>\n","      <td>Ragtime</td>\n","      <td>1970</td>\n","      <td>1975</td>\n","      <td>388</td>\n","      <td>952.40</td>\n","    </tr>\n","    <tr>\n","      <th>111</th>\n","      <td>mdp.39015005906592</td>\n","      <td>Something wicked this way</td>\n","      <td>1960</td>\n","      <td>1962</td>\n","      <td>228</td>\n","      <td>791.05</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>uc2.ark:/13960/t2794143s</td>\n","      <td>A princess of Mars</td>\n","      <td>1910</td>\n","      <td>1917</td>\n","      <td>270</td>\n","      <td>788.86</td>\n","    </tr>\n","    <tr>\n","      <th>89</th>\n","      <td>mdp.39015000626039</td>\n","      <td>Not This August</td>\n","      <td>1950</td>\n","      <td>1955</td>\n","      <td>209</td>\n","      <td>760.71</td>\n","    </tr>\n","    <tr>\n","      <th>326</th>\n","      <td>pst.000067168613</td>\n","      <td>The Windup Girl</td>\n","      <td>2000</td>\n","      <td>2009</td>\n","      <td>597</td>\n","      <td>759.74</td>\n","    </tr>\n","    <tr>\n","      <th>224</th>\n","      <td>uc1.32106005000564</td>\n","      <td>Mockingbird</td>\n","      <td>1980</td>\n","      <td>1980</td>\n","      <td>341</td>\n","      <td>752.98</td>\n","    </tr>\n","    <tr>\n","      <th>315</th>\n","      <td>mdp.39015054285773</td>\n","      <td>The Years of Rice and Salt</td>\n","      <td>2000</td>\n","      <td>2002</td>\n","      <td>930</td>\n","      <td>739.71</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>dul1.ark:/13960/t1qf9cr59</td>\n","      <td>A time of terror</td>\n","      <td>1900</td>\n","      <td>1906</td>\n","      <td>226</td>\n","      <td>703.91</td>\n","    </tr>\n","    <tr>\n","      <th>83</th>\n","      <td>mdp.39015046337054</td>\n","      <td>Fahrenheit 451</td>\n","      <td>1950</td>\n","      <td>1953</td>\n","      <td>224</td>\n","      <td>701.39</td>\n","    </tr>\n","    <tr>\n","      <th>199</th>\n","      <td>uc1.b4430797</td>\n","      <td>Cirque</td>\n","      <td>1970</td>\n","      <td>1977</td>\n","      <td>241</td>\n","      <td>698.64</td>\n","    </tr>\n","    <tr>\n","      <th>318</th>\n","      <td>mdp.39015058239735</td>\n","      <td>Omega</td>\n","      <td>2000</td>\n","      <td>2003</td>\n","      <td>569</td>\n","      <td>676.69</td>\n","    </tr>\n","    <tr>\n","      <th>155</th>\n","      <td>mdp.39015005648749</td>\n","      <td>The Year of the Quiet Sun</td>\n","      <td>1970</td>\n","      <td>1979</td>\n","      <td>244</td>\n","      <td>662.96</td>\n","    </tr>\n","    <tr>\n","      <th>67</th>\n","      <td>mdp.39015009199327</td>\n","      <td>Earth Abides</td>\n","      <td>1940</td>\n","      <td>1949</td>\n","      <td>467</td>\n","      <td>654.23</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>uc1.b3184615</td>\n","      <td>Carson of Venus</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>221</td>\n","      <td>638.76</td>\n","    </tr>\n","    <tr>\n","      <th>91</th>\n","      <td>uc1.b3861627</td>\n","      <td>The Long Tomorrow</td>\n","      <td>1970</td>\n","      <td>1974</td>\n","      <td>259</td>\n","      <td>623.51</td>\n","    </tr>\n","    <tr>\n","      <th>223</th>\n","      <td>mdp.39015020711092</td>\n","      <td>Lord Valentine's Castle</td>\n","      <td>1980</td>\n","      <td>1980</td>\n","      <td>548</td>\n","      <td>605.33</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                          htid                       title  ...  count  occurs_100k\n","296               uc1.b3607433                Metropolitan  ...   1157      2792.75\n","179         mdp.39015056811675              Inverted World  ...    839      1850.14\n","124         mdp.39015016450234     The Squares of the City  ...    733      1243.65\n","61          mdp.39015056438271             The shadow girl  ...    260      1108.66\n","185         mdp.39015062115814                     Ragtime  ...    388       952.40\n","111         mdp.39015005906592   Something wicked this way  ...    228       791.05\n","15    uc2.ark:/13960/t2794143s          A princess of Mars  ...    270       788.86\n","89          mdp.39015000626039             Not This August  ...    209       760.71\n","326           pst.000067168613             The Windup Girl  ...    597       759.74\n","224         uc1.32106005000564                 Mockingbird  ...    341       752.98\n","315         mdp.39015054285773  The Years of Rice and Salt  ...    930       739.71\n","9    dul1.ark:/13960/t1qf9cr59            A time of terror  ...    226       703.91\n","83          mdp.39015046337054              Fahrenheit 451  ...    224       701.39\n","199               uc1.b4430797                      Cirque  ...    241       698.64\n","318         mdp.39015058239735                       Omega  ...    569       676.69\n","155         mdp.39015005648749   The Year of the Quiet Sun  ...    244       662.96\n","67          mdp.39015009199327                Earth Abides  ...    467       654.23\n","35                uc1.b3184615             Carson of Venus  ...    221       638.76\n","91                uc1.b3861627           The Long Tomorrow  ...    259       623.51\n","223         mdp.39015020711092     Lord Valentine's Castle  ...    548       605.33\n","\n","[20 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"markdown","metadata":{"id":"qk7dmQJvLKdm","colab_type":"text"},"source":["### Books with highest number of occurrences without common words"]},{"cell_type":"code","metadata":{"id":"5Y5rgDvTe3I8","colab_type":"code","colab":{}},"source":["common_words = [\"city\", \"building\", \"road\", \"street\", \"crowd\"]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"uD9jLzR78zC7","colab_type":"code","colab":{}},"source":["top_htids2 = urban_scifi.loc[urban_scifi[\"lem_word\"].isin(common_words) != True].groupby([\"decade\",\"htid\", \"year\"], as_index=False).sum().sort_values(\"occurs_100k\", ascending=False)[:20]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"_ekjBqxxndL8","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":359},"executionInfo":{"status":"ok","timestamp":1579626107247,"user_tz":-60,"elapsed":547,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"a5da57f2-fc9c-42fe-968a-81350843bec4"},"source":["top_books2 = pd.merge(left=titles, right= top_htids2, on=\"htid\").sort_values(\"occurs_100k\", ascending=False)[:10]\n","top_books2"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>htid</th>\n","      <th>title</th>\n","      <th>decade</th>\n","      <th>year</th>\n","      <th>count</th>\n","      <th>occurs_100k</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>18</th>\n","      <td>uc1.b3607433</td>\n","      <td>Metropolitan</td>\n","      <td>1960</td>\n","      <td>1965</td>\n","      <td>1076</td>\n","      <td>2597.23</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>mdp.39015016450234</td>\n","      <td>The Squares of the City</td>\n","      <td>1960</td>\n","      <td>1965</td>\n","      <td>366</td>\n","      <td>620.96</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>mdp.39015005906592</td>\n","      <td>Something wicked this way</td>\n","      <td>1960</td>\n","      <td>1962</td>\n","      <td>127</td>\n","      <td>440.63</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>uc1.32106005000564</td>\n","      <td>Mockingbird</td>\n","      <td>1980</td>\n","      <td>1980</td>\n","      <td>192</td>\n","      <td>423.96</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>mdp.39015046337054</td>\n","      <td>Fahrenheit 451</td>\n","      <td>1950</td>\n","      <td>1953</td>\n","      <td>130</td>\n","      <td>407.05</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>mdp.39015000626039</td>\n","      <td>Not This August</td>\n","      <td>1950</td>\n","      <td>1955</td>\n","      <td>108</td>\n","      <td>393.10</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>mdp.39015041745277</td>\n","      <td>Toward the end of time</td>\n","      <td>1990</td>\n","      <td>1997</td>\n","      <td>192</td>\n","      <td>342.99</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>uc1.$b404260</td>\n","      <td>The Devil is Dead</td>\n","      <td>1970</td>\n","      <td>1977</td>\n","      <td>135</td>\n","      <td>336.43</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>mdp.39015005648749</td>\n","      <td>The Year of the Quiet Sun</td>\n","      <td>1970</td>\n","      <td>1979</td>\n","      <td>116</td>\n","      <td>315.17</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>uc1.32106015466755</td>\n","      <td>Breakfast of Champions</td>\n","      <td>1970</td>\n","      <td>1973</td>\n","      <td>91</td>\n","      <td>306.28</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                  htid                      title  ...  count  occurs_100k\n","18        uc1.b3607433               Metropolitan  ...   1076      2597.23\n","7   mdp.39015016450234    The Squares of the City  ...    366       620.96\n","4   mdp.39015005906592  Something wicked this way  ...    127       440.63\n","13  uc1.32106005000564                Mockingbird  ...    192       423.96\n","2   mdp.39015046337054             Fahrenheit 451  ...    130       407.05\n","3   mdp.39015000626039            Not This August  ...    108       393.10\n","19  mdp.39015041745277     Toward the end of time  ...    192       342.99\n","9         uc1.$b404260          The Devil is Dead  ...    135       336.43\n","8   mdp.39015005648749  The Year of the Quiet Sun  ...    116       315.17\n","11  uc1.32106015466755     Breakfast of Champions  ...     91       306.28\n","\n","[10 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":64}]},{"cell_type":"markdown","metadata":{"id":"EWWZuOAeLQjM","colab_type":"text"},"source":["### Books with highest number of occurrences given that they contain at least 20 different urban terms"]},{"cell_type":"code","metadata":{"id":"wO6MOfrqHhV_","colab_type":"code","colab":{}},"source":["ten_terms = urban_scifi.groupby([\"htid\", \"lem_word\"], as_index=False).sum().groupby(\"htid\").count()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"J6vf7pTiJAaq","colab_type":"code","colab":{}},"source":["ten_terms_htids = urban_scifi.loc[urban_scifi[\"htid\"].isin(ten_terms[ten_terms[\"lem_word\"] > 20].index.tolist()) == True].groupby([\"decade\",\"htid\", \"year\"], as_index=False).sum().sort_values(\"occurs_100k\", ascending=False)[:10]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"9iIX0-tIJySb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":359},"executionInfo":{"status":"ok","timestamp":1579614885572,"user_tz":-60,"elapsed":1106,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"ea824c49-47b4-4fcd-d00c-097ee726640e"},"source":["ten_terms_books = pd.merge(left=titles, right=ten_terms_htids, on=\"htid\").sort_values(\"occurs_100k\", ascending=False)\n","ten_terms_books"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>htid</th>\n","      <th>title</th>\n","      <th>decade</th>\n","      <th>year</th>\n","      <th>count</th>\n","      <th>occurs_100k</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>5</th>\n","      <td>uc1.b3607433</td>\n","      <td>Metropolitan</td>\n","      <td>1960</td>\n","      <td>1965</td>\n","      <td>1157</td>\n","      <td>2792.75</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>mdp.39015016450234</td>\n","      <td>The Squares of the City</td>\n","      <td>1960</td>\n","      <td>1965</td>\n","      <td>733</td>\n","      <td>1243.65</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>mdp.39015062115814</td>\n","      <td>Ragtime</td>\n","      <td>1970</td>\n","      <td>1975</td>\n","      <td>388</td>\n","      <td>952.40</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>mdp.39015054285773</td>\n","      <td>The Years of Rice and Salt</td>\n","      <td>2000</td>\n","      <td>2002</td>\n","      <td>930</td>\n","      <td>739.71</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>mdp.39015058239735</td>\n","      <td>Omega</td>\n","      <td>2000</td>\n","      <td>2003</td>\n","      <td>569</td>\n","      <td>676.69</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>mdp.39015020711092</td>\n","      <td>Lord Valentine's Castle</td>\n","      <td>1980</td>\n","      <td>1980</td>\n","      <td>548</td>\n","      <td>605.33</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>mdp.39015003899278</td>\n","      <td>The Wanderer</td>\n","      <td>1960</td>\n","      <td>1964</td>\n","      <td>369</td>\n","      <td>594.31</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>inu.30000104227065</td>\n","      <td>Colony</td>\n","      <td>1970</td>\n","      <td>1978</td>\n","      <td>412</td>\n","      <td>585.01</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>mdp.39015059964455</td>\n","      <td>Blind Lake</td>\n","      <td>2000</td>\n","      <td>2003</td>\n","      <td>300</td>\n","      <td>557.14</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>mdp.39015057976790</td>\n","      <td>The Diamond Age</td>\n","      <td>1990</td>\n","      <td>1995</td>\n","      <td>538</td>\n","      <td>556.55</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                 htid                       title  ...  count  occurs_100k\n","5        uc1.b3607433                Metropolitan  ...   1157      2792.75\n","1  mdp.39015016450234     The Squares of the City  ...    733      1243.65\n","2  mdp.39015062115814                     Ragtime  ...    388       952.40\n","7  mdp.39015054285773  The Years of Rice and Salt  ...    930       739.71\n","9  mdp.39015058239735                       Omega  ...    569       676.69\n","4  mdp.39015020711092     Lord Valentine's Castle  ...    548       605.33\n","0  mdp.39015003899278                The Wanderer  ...    369       594.31\n","3  inu.30000104227065                      Colony  ...    412       585.01\n","8  mdp.39015059964455                  Blind Lake  ...    300       557.14\n","6  mdp.39015057976790             The Diamond Age  ...    538       556.55\n","\n","[10 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"ZccBLGhnqP7q","colab_type":"text"},"source":["## Random books with greatest occurrence of urban terms"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"jUkUymFlqoVb","colab":{}},"source":["metadata = pd.read_csv(\"/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/random_metadata_htids.csv\")\n","metadata[\"decade\"] = (metadata[\"year\"]//10)*10"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"rIfza-U3qoV6","colab":{}},"source":["titles = metadata[[\"htid\", \"title\"]]"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"IQbvEcWxL2rG","colab_type":"text"},"source":["### Books with highest number of occurrences per 100k words"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"B0ilnUMeqoWI","colab":{}},"source":["top_htids = urban_random.groupby([\"decade\", \"year\", \"htid\"], as_index=False).sum().sort_values(\"occurs_100k\", ascending=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"LfIHZNq-qoWV","colab":{"base_uri":"https://localhost:8080/","height":754},"executionInfo":{"status":"ok","timestamp":1580736295300,"user_tz":-60,"elapsed":550,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"9fc5ac2d-f881-4cba-fcd8-0345bb1a1046"},"source":["top_books = pd.merge(left=titles, right= top_htids, on=\"htid\").sort_values(\"occurs_100k\", ascending=False)[:10]\n","top_books"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>htid</th>\n","      <th>title</th>\n","      <th>decade</th>\n","      <th>year</th>\n","      <th>count</th>\n","      <th>occurs_100k</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>8078</th>\n","      <td>mdp.39015070152114</td>\n","      <td>The other me</td>\n","      <td>1970</td>\n","      <td>1977</td>\n","      <td>63</td>\n","      <td>1311.68</td>\n","    </tr>\n","    <tr>\n","      <th>1237</th>\n","      <td>inu.39000005925925</td>\n","      <td>The ghost of Peg-Leg Peter, and other stories ...</td>\n","      <td>1960</td>\n","      <td>1965</td>\n","      <td>130</td>\n","      <td>1303.90</td>\n","    </tr>\n","    <tr>\n","      <th>13166</th>\n","      <td>uc1.b4223349</td>\n","      <td>Trail of blame;</td>\n","      <td>1970</td>\n","      <td>1971</td>\n","      <td>414</td>\n","      <td>1293.86</td>\n","    </tr>\n","    <tr>\n","      <th>6817</th>\n","      <td>mdp.39015050963316</td>\n","      <td>Loosestrife city</td>\n","      <td>1980</td>\n","      <td>1980</td>\n","      <td>226</td>\n","      <td>1292.90</td>\n","    </tr>\n","    <tr>\n","      <th>8595</th>\n","      <td>mdp.39076002456544</td>\n","      <td>Winesburg, Ohio</td>\n","      <td>1980</td>\n","      <td>1980</td>\n","      <td>459</td>\n","      <td>1289.92</td>\n","    </tr>\n","    <tr>\n","      <th>6234</th>\n","      <td>mdp.39015043058638</td>\n","      <td>Bangkok people</td>\n","      <td>1990</td>\n","      <td>1999</td>\n","      <td>416</td>\n","      <td>1286.90</td>\n","    </tr>\n","    <tr>\n","      <th>6000</th>\n","      <td>mdp.39015040365846</td>\n","      <td>The knife thrower and other stories</td>\n","      <td>1990</td>\n","      <td>1998</td>\n","      <td>438</td>\n","      <td>1285.83</td>\n","    </tr>\n","    <tr>\n","      <th>13059</th>\n","      <td>uc1.b4098812</td>\n","      <td>Come, Chucky, come</td>\n","      <td>1950</td>\n","      <td>1952</td>\n","      <td>22</td>\n","      <td>1285.05</td>\n","    </tr>\n","    <tr>\n","      <th>4421</th>\n","      <td>mdp.39015024085923</td>\n","      <td>Doc Dudley's daughter</td>\n","      <td>1960</td>\n","      <td>1965</td>\n","      <td>415</td>\n","      <td>1283.23</td>\n","    </tr>\n","    <tr>\n","      <th>2338</th>\n","      <td>mdp.39015005615433</td>\n","      <td>Perfecting the earth. -</td>\n","      <td>1900</td>\n","      <td>1902</td>\n","      <td>599</td>\n","      <td>1281.93</td>\n","    </tr>\n","    <tr>\n","      <th>13409</th>\n","      <td>uc1.b4368539</td>\n","      <td>The banishment, and three stories</td>\n","      <td>1970</td>\n","      <td>1973</td>\n","      <td>382</td>\n","      <td>1281.74</td>\n","    </tr>\n","    <tr>\n","      <th>12900</th>\n","      <td>uc1.b4088033</td>\n","      <td>Wings of the morning</td>\n","      <td>1970</td>\n","      <td>1971</td>\n","      <td>2</td>\n","      <td>1273.89</td>\n","    </tr>\n","    <tr>\n","      <th>3878</th>\n","      <td>mdp.39015017718399</td>\n","      <td>Fort Wayne is seventh on Hitler's list</td>\n","      <td>1990</td>\n","      <td>1990</td>\n","      <td>275</td>\n","      <td>1272.86</td>\n","    </tr>\n","    <tr>\n","      <th>15288</th>\n","      <td>wu.89095809240</td>\n","      <td>The beggar</td>\n","      <td>1940</td>\n","      <td>1940</td>\n","      <td>601</td>\n","      <td>1272.14</td>\n","    </tr>\n","    <tr>\n","      <th>8709</th>\n","      <td>mdp.39076005189548</td>\n","      <td>Trojan horse</td>\n","      <td>1970</td>\n","      <td>1975</td>\n","      <td>332</td>\n","      <td>1271.73</td>\n","    </tr>\n","    <tr>\n","      <th>2543</th>\n","      <td>mdp.39015008356332</td>\n","      <td>His own where</td>\n","      <td>1970</td>\n","      <td>1971</td>\n","      <td>110</td>\n","      <td>1269.62</td>\n","    </tr>\n","    <tr>\n","      <th>3190</th>\n","      <td>mdp.39015013098465</td>\n","      <td>The happy lion roars</td>\n","      <td>1950</td>\n","      <td>1957</td>\n","      <td>5</td>\n","      <td>1265.82</td>\n","    </tr>\n","    <tr>\n","      <th>2621</th>\n","      <td>mdp.39015008681622</td>\n","      <td>The history of a town</td>\n","      <td>1980</td>\n","      <td>1982</td>\n","      <td>549</td>\n","      <td>1263.97</td>\n","    </tr>\n","    <tr>\n","      <th>5853</th>\n","      <td>mdp.39015038145473</td>\n","      <td>Climate of extremes</td>\n","      <td>1990</td>\n","      <td>1995</td>\n","      <td>227</td>\n","      <td>1262.53</td>\n","    </tr>\n","    <tr>\n","      <th>9464</th>\n","      <td>osu.32435017811605</td>\n","      <td>Outside a city wall</td>\n","      <td>1910</td>\n","      <td>1911</td>\n","      <td>42</td>\n","      <td>1248.88</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                     htid  ... occurs_100k\n","8078   mdp.39015070152114  ...     1311.68\n","1237   inu.39000005925925  ...     1303.90\n","13166        uc1.b4223349  ...     1293.86\n","6817   mdp.39015050963316  ...     1292.90\n","8595   mdp.39076002456544  ...     1289.92\n","6234   mdp.39015043058638  ...     1286.90\n","6000   mdp.39015040365846  ...     1285.83\n","13059        uc1.b4098812  ...     1285.05\n","4421   mdp.39015024085923  ...     1283.23\n","2338   mdp.39015005615433  ...     1281.93\n","13409        uc1.b4368539  ...     1281.74\n","12900        uc1.b4088033  ...     1273.89\n","3878   mdp.39015017718399  ...     1272.86\n","15288      wu.89095809240  ...     1272.14\n","8709   mdp.39076005189548  ...     1271.73\n","2543   mdp.39015008356332  ...     1269.62\n","3190   mdp.39015013098465  ...     1265.82\n","2621   mdp.39015008681622  ...     1263.97\n","5853   mdp.39015038145473  ...     1262.53\n","9464   osu.32435017811605  ...     1248.88\n","\n","[20 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"markdown","metadata":{"id":"b8p3XW70L8O8","colab_type":"text"},"source":["### Books with highest number of occurrences per 100k words given they contain at least 20 different urban terms"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"nowovbSWwsTd","colab":{}},"source":["ten_terms = urban_random.groupby([\"htid\", \"lem_word\"], as_index=False).sum().groupby(\"htid\").count()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"e_WzwHZQwsT4","colab":{}},"source":["ten_terms_htids = urban_random.loc[urban_random[\"htid\"].isin(ten_terms[ten_terms[\"lem_word\"] > 20].index.tolist()) == True].groupby([\"decade\",\"htid\", \"year\"], as_index=False).sum().sort_values(\"occurs_100k\", ascending=False)[:15]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"8WrRUAIiwsUF","colab":{"base_uri":"https://localhost:8080/","height":514},"executionInfo":{"status":"ok","timestamp":1579615037953,"user_tz":-60,"elapsed":561,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"5dec2ea6-cfd3-46d0-c461-5809ab4798fe"},"source":["ten_terms_books = pd.merge(left=titles, right=ten_terms_htids, on=\"htid\").sort_values(\"occurs_100k\", ascending=False)\n","ten_terms_books"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>htid</th>\n","      <th>title</th>\n","      <th>decade</th>\n","      <th>year</th>\n","      <th>count</th>\n","      <th>occurs_100k</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>13</th>\n","      <td>uc1.$b703870</td>\n","      <td>Law and order</td>\n","      <td>1970</td>\n","      <td>1971</td>\n","      <td>575</td>\n","      <td>2947.35</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>wu.89081501983</td>\n","      <td>Planning stores that pay;</td>\n","      <td>1940</td>\n","      <td>1948</td>\n","      <td>1838</td>\n","      <td>2702.27</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>mdp.39015025221246</td>\n","      <td>Arcadia</td>\n","      <td>1990</td>\n","      <td>1992</td>\n","      <td>1065</td>\n","      <td>2003.09</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>mdp.39015082652663</td>\n","      <td>Ailanthus Park</td>\n","      <td>2000</td>\n","      <td>2008</td>\n","      <td>828</td>\n","      <td>1974.91</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>mdp.39015005201168</td>\n","      <td>Marcovaldo, or, The seasons in the city</td>\n","      <td>1980</td>\n","      <td>1983</td>\n","      <td>290</td>\n","      <td>1553.04</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>mdp.49015000729716</td>\n","      <td>The park is mine</td>\n","      <td>1980</td>\n","      <td>1981</td>\n","      <td>845</td>\n","      <td>1517.81</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>mdp.39015010532300</td>\n","      <td>World without end, amen</td>\n","      <td>1970</td>\n","      <td>1973</td>\n","      <td>944</td>\n","      <td>1498.70</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>uc1.b4421429</td>\n","      <td>World without end, amen</td>\n","      <td>1970</td>\n","      <td>1973</td>\n","      <td>943</td>\n","      <td>1494.93</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>mdp.39015058261028</td>\n","      <td>Stories from the city of God</td>\n","      <td>2000</td>\n","      <td>2003</td>\n","      <td>428</td>\n","      <td>1491.66</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>mdp.39015043326290</td>\n","      <td>Children of chaos</td>\n","      <td>1990</td>\n","      <td>1996</td>\n","      <td>777</td>\n","      <td>1415.08</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>mdp.39015082653315</td>\n","      <td>At large, at leisure</td>\n","      <td>2000</td>\n","      <td>2008</td>\n","      <td>392</td>\n","      <td>1380.23</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>uc1.32106002174396</td>\n","      <td>The adventures of Charlie Bates</td>\n","      <td>1970</td>\n","      <td>1973</td>\n","      <td>264</td>\n","      <td>1374.56</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>uc1.b5076486</td>\n","      <td>The book of flights;</td>\n","      <td>1970</td>\n","      <td>1972</td>\n","      <td>604</td>\n","      <td>1336.57</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>mdp.39015040735592</td>\n","      <td>Colombo</td>\n","      <td>1990</td>\n","      <td>1995</td>\n","      <td>984</td>\n","      <td>1318.79</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>mdp.39015043058638</td>\n","      <td>Bangkok people</td>\n","      <td>1990</td>\n","      <td>1999</td>\n","      <td>416</td>\n","      <td>1286.90</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                  htid  ... occurs_100k\n","13        uc1.$b703870  ...     2947.35\n","14      wu.89081501983  ...     2702.27\n","2   mdp.39015025221246  ...     2003.09\n","7   mdp.39015082652663  ...     1974.91\n","0   mdp.39015005201168  ...     1553.04\n","9   mdp.49015000729716  ...     1517.81\n","1   mdp.39015010532300  ...     1498.70\n","11        uc1.b4421429  ...     1494.93\n","6   mdp.39015058261028  ...     1491.66\n","5   mdp.39015043326290  ...     1415.08\n","8   mdp.39015082653315  ...     1380.23\n","10  uc1.32106002174396  ...     1374.56\n","12        uc1.b5076486  ...     1336.57\n","3   mdp.39015040735592  ...     1318.79\n","4   mdp.39015043058638  ...     1286.90\n","\n","[15 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":54}]}]}